vals/Cumulative authors.ipynb

## Cumulative authors.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = 'retina'\n",
    "\n",
    "import pandas as pd\n",
    "import plotnine as p"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"http://nxn.se/single-cell-studies/data.tsv\"\n",
    "df = pd.read_csv(url, sep='\\t')\n",
    "\n",
    "df['Date'] = pd.to_datetime(df['Date'], format='%Y%m%d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "tdf = (\n",
    "    df\n",
    "    .assign(Authors = df['Authors'].str.split(','))\n",
    "    .explode('Authors')\n",
    "    .query('Measurement == \"RNA-seq\"')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "tdf\n",
    "\n",
    "unique_authors_rna = {}\n",
    "for cts_ in tdf.resample('1M', on='Date').count().index:\n",
    "    unique_authors_rna[cts_] = tdf.query('Date < @cts_')[['Authors']].nunique()\n",
    "    \n",
    "unique_authors_rna = (\n",
    "    pd.DataFrame(unique_authors_rna).T\n",
    "    .reset_index()\n",
    "    .rename(columns={'index': 'Date'}).query('Authors > 0')\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 456,
       "width": 777
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (-9223371940073819212)>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "p.options.figure_size = (9, 5)\n",
    "fig = (\n",
    "    p.ggplot(p.aes(x='Date', y='Authors'), unique_authors_rna)\n",
    "    + p.geom_line()\n",
    "    + p.scale_y_log10()\n",
    "    + p.theme_minimal(base_family='Arial')\n",
    "    + p.labs(y='Cumulative unique authors')\n",
    ")\n",
    "\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}